Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "116" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 80 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.351051 | 8.450165 | 72.185192 | 74.324980 | 21.185491 | 26.290308 | 27.521308 | 28.022264 | 0.0505 | 0.0533 | 0.0001 | 1.849499 | 1.983529 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.116102 | 17.428052 | 75.176237 | 78.239548 | 29.448351 | 36.185909 | 12.867149 | 11.208502 | 0.0509 | 0.0505 | 0.0016 | 1.736655 | 1.839733 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.317630 | 1.202271 | 2.906832 | 2.772069 | -0.374002 | 0.128262 | -1.537012 | 0.415543 | 0.0983 | 0.0953 | 0.0022 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.595970 | 23.391880 | 87.360184 | 90.279768 | 25.897707 | 31.666084 | 1.010610 | 1.877345 | 0.0497 | 0.0447 | 0.0041 | 1.986775 | 2.045823 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.667200 | 25.811247 | 81.210214 | 84.227094 | 27.060236 | 33.201910 | 2.632854 | 3.537990 | 0.0535 | 0.0488 | 0.0035 | 1.466676 | 1.455900 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.628883 | 23.810611 | 75.555022 | 78.081781 | 16.296947 | 21.094805 | 17.857097 | 16.259862 | 0.0504 | 0.0496 | 0.0013 | 1.682262 | 1.757948 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.359953 | 17.511928 | 91.884971 | 95.451099 | 21.406558 | 24.372307 | 14.476673 | 13.291950 | 0.0494 | 0.0490 | 0.0013 | 1.710726 | 1.813593 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 23.219955 | 25.093113 | 122.684035 | 127.382008 | 39.259050 | 25.128719 | 85.227506 | 49.224803 | nan | nan | nan | -0.000000 | -0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.552820 | 21.614690 | 29.095190 | 29.665605 | 9.351728 | 10.908670 | 5.027864 | 6.038319 | 0.0477 | 0.0466 | 0.0021 | 1.363131 | 1.368446 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.880898 | 24.025454 | 7.667795 | 8.165309 | 9.325565 | 10.137272 | 0.784527 | 2.610476 | 0.0942 | 0.0933 | 0.0141 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.307067 | 29.477175 | 99.726219 | 103.086893 | 15.831440 | 17.869203 | 39.454482 | 38.350442 | 0.0435 | 0.0431 | 0.0023 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 297.707821 | 297.064113 | inf | inf | 11485.363772 | 11467.476505 | 6079.963590 | 6078.675761 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.056925 | 25.111969 | 32.243019 | 32.681450 | 17.705105 | 21.757899 | 0.198843 | 0.493558 | 0.0506 | 0.0439 | 0.0046 | 1.570074 | 1.496139 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.350512 | 19.128477 | 32.338539 | 33.504788 | 19.552665 | 22.781101 | -0.253276 | 0.185693 | 0.0516 | 0.0451 | 0.0046 | 0.994003 | 0.977561 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.183137 | 18.991401 | 36.624078 | 38.094468 | 22.028923 | 25.999171 | 0.979563 | 1.607991 | 0.0474 | 0.0422 | 0.0037 | 1.478700 | 1.495060 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.725525 | 1.358165 | 0.495877 | 0.268170 | 0.138051 | -0.298553 | 0.416527 | 0.881297 | 0.0948 | 0.0654 | 0.0057 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.687891 | 24.417344 | 29.909020 | 30.556700 | 19.927741 | 23.785515 | 0.044639 | 0.380632 | 0.0475 | 0.0434 | 0.0033 | 1.655279 | 1.615186 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.201200 | 18.635047 | 23.774208 | 24.537832 | 18.254722 | 21.136277 | 0.668841 | 1.072685 | 0.0491 | 0.0435 | 0.0041 | 1.864082 | 1.719410 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.624145 | 18.508910 | 23.668764 | 24.471601 | 14.921201 | 16.436980 | 7.241602 | 6.334407 | 0.0487 | 0.0473 | 0.0013 | 2.179548 | 2.033017 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.864797 | 18.400493 | 22.711238 | 23.458472 | 15.143703 | 17.171259 | 1.743646 | 2.621914 | 0.0485 | 0.0444 | 0.0030 | 1.809968 | 1.767435 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.241827 | 1.070790 | 0.298792 | 0.208830 | -0.036671 | -0.609048 | 0.198676 | 1.025180 | 0.1035 | 0.0944 | 0.0107 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.347859 | 21.542922 | 30.045805 | 30.604954 | 10.727881 | 10.871039 | 8.263772 | 9.062179 | 0.0504 | 0.0464 | 0.0026 | 1.601779 | 1.552532 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.707434 | 17.762338 | 29.715517 | 30.438277 | 18.272118 | 21.039785 | -0.418589 | -0.100596 | 0.0414 | 0.0372 | 0.0027 | 1.711393 | 1.689626 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.497506 | 1.497506 | 1.384981 | 1.384981 | 0.646299 | 0.646299 | 0.130033 | 0.130033 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.559308 | 16.839227 | 31.497949 | 32.367973 | 2.121310 | 2.133603 | 0.345431 | 0.917893 | 0.0479 | 0.0435 | 0.0039 | 1.633632 | 1.699161 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.951348 | 19.107166 | 60.329105 | 61.845747 | 18.743006 | 21.516281 | 1.373984 | 1.988060 | 0.0468 | 0.0451 | 0.0021 | 1.390110 | 1.392358 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.859476 | 11.954226 | 15.488443 | 15.937154 | 2.209464 | 2.495139 | 0.431530 | 0.690543 | 0.0475 | 0.0421 | 0.0043 | 1.576423 | 1.529334 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.673498 | 12.738082 | 14.771458 | 15.181330 | 2.534311 | 2.731242 | 0.719136 | 1.131550 | 0.0511 | 0.0445 | 0.0046 | 1.529838 | 1.492543 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.491693 | 11.465561 | 15.174114 | 15.386428 | 2.092053 | 2.611277 | 0.439435 | 0.612385 | 0.0467 | 0.0425 | 0.0035 | 1.600991 | 1.560417 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.541676 | 14.706978 | 16.551350 | 16.880382 | 2.328920 | 2.857257 | 0.618445 | 0.920697 | 0.0512 | 0.0443 | 0.0048 | 1.500411 | 1.481580 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.374280 | 19.049735 | 31.055876 | 32.326758 | 20.510748 | 22.357807 | 0.919727 | 1.423478 | 0.0475 | 0.0431 | 0.0033 | 1.587980 | 1.549838 |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.796469 | 19.388491 | 33.507700 | 34.980245 | 18.633308 | 20.283341 | 2.006168 | 3.302242 | 0.0502 | 0.0441 | 0.0045 | 1.363746 | 1.362999 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0477 | 0.0419 | 0.0047 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0521 | 0.0446 | 0.0056 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.609859 | 11.519017 | 18.293016 | 18.684772 | 2.920768 | 3.793421 | 0.738381 | 1.015782 | 0.0489 | 0.0423 | 0.0059 | 1.515085 | 1.467628 |
| 2459550 | RF_maintenance | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0919 | 0.0780 | 0.0129 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.267258 | 17.233285 | 33.959309 | 34.749121 | 19.994708 | 22.106960 | 0.661534 | 1.058267 | 0.0455 | 0.0404 | 0.0039 | 1.715866 | 1.588644 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.482289 | 24.726926 | 69.242871 | 70.726926 | 1.096408 | 1.980215 | 0.920312 | 1.351342 | 0.0459 | 0.0415 | 0.0032 | 1.461164 | 1.493107 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.950312 | 12.689541 | 35.640767 | 36.857490 | 168.193336 | 184.611795 | 7.836628 | 8.879279 | 0.0484 | 0.0424 | 0.0040 | 1.213503 | 1.202996 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.362110 | 17.108926 | 15.452235 | 16.127206 | 4.220369 | 5.586212 | 0.529322 | 0.816381 | 0.0477 | 0.0428 | 0.0036 | 1.285230 | 1.283870 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.159199 | 13.963476 | 14.384888 | 14.805497 | 2.917993 | 6.317725 | -0.034877 | 0.336432 | 0.0532 | 0.0469 | 0.0054 | 1.318203 | 1.322777 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.890908 | 21.226947 | 31.693112 | 32.667721 | 17.261444 | 20.268780 | 0.707663 | 1.502390 | 0.0435 | 0.0394 | 0.0033 | 1.589934 | 1.521598 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.010904 | 25.171101 | 40.504547 | 42.138155 | 21.737260 | 25.305172 | 0.367791 | 0.790401 | 0.0454 | 0.0416 | 0.0030 | 1.367836 | 1.368786 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.238353 | 12.345735 | 12.819880 | 13.158939 | 3.176826 | 4.111480 | 0.269680 | 0.410225 | 0.0526 | 0.0467 | 0.0056 | 1.817841 | 1.718273 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.643314 | 29.147562 | 48.602908 | 49.982495 | 40.872249 | 35.545758 | -0.085626 | 0.517893 | 0.0451 | 0.0463 | 0.0028 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 27.463970 | 24.927150 | 43.856518 | 44.277997 | 18.866090 | 30.899632 | 1.048628 | 1.231069 | nan | nan | nan | 1.570787 | 1.571907 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.658607 | 25.434045 | 43.469585 | 45.500219 | 11.158112 | 23.836245 | 0.792295 | 1.581346 | 0.0480 | 0.0450 | 0.0041 | 1.254701 | 1.246300 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.511545 | 1.483583 | 0.339496 | 0.390785 | -0.763678 | -0.724517 | 0.177104 | 1.075247 | 0.1165 | 0.1122 | 0.0251 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.416543 | 32.523657 | 43.696246 | 45.437133 | 18.403332 | 15.866628 | 12.777606 | 14.807078 | 0.0495 | 0.0468 | 0.0002 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.877636 | 31.483390 | 41.853209 | 45.032112 | 6.629186 | 9.353897 | 0.347806 | 1.767841 | 0.0476 | 0.0448 | 0.0077 | 1.102071 | 1.089919 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.583712 | 31.118427 | 75.433890 | 77.386185 | 34.097939 | 33.611240 | 1.998661 | 2.896697 | 0.0459 | 0.0443 | 0.0062 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.679519 | 25.359607 | 49.385666 | 50.893810 | 23.543999 | 22.939827 | 1.451156 | 0.977609 | 0.0540 | 0.0504 | 0.0042 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.195667 | 29.146148 | 60.124026 | 61.629864 | 27.242224 | 27.307909 | 0.609411 | 1.080875 | 0.0545 | 0.0493 | 0.0040 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.007496 | 31.236287 | 77.320417 | 79.484404 | 27.341601 | 27.644078 | 3.396103 | 11.745423 | 0.0562 | 0.0530 | 0.0034 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.822048 | 26.619379 | 71.857310 | 73.607640 | 24.334173 | 24.460894 | 3.670124 | 4.540367 | 0.0537 | 0.0508 | 0.0009 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.930087 | 30.952789 | 80.927027 | 83.048010 | 31.549273 | 31.772707 | 2.357597 | 3.502696 | 0.0535 | 0.0531 | 0.0022 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 31.508034 | 32.468132 | 70.932037 | 72.297169 | 28.118627 | 28.657701 | 1.447290 | 2.235601 | 0.0533 | 0.0495 | 0.0015 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.769621 | 25.697529 | 68.937828 | 70.308085 | 24.097519 | 25.118067 | 2.118681 | 2.920549 | 0.0533 | 0.0483 | 0.0029 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.499098 | 28.201370 | 70.510251 | 72.140912 | 27.170904 | 28.230285 | 5.528316 | 6.369213 | 0.0519 | 0.0484 | 0.0006 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.748188 | 29.045505 | 49.995665 | 51.449988 | 24.784777 | 29.809183 | 4.240531 | 6.454470 | 0.0496 | 0.0475 | -0.0025 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.199170 | 27.979941 | 54.224035 | 56.261605 | 34.103850 | 44.547882 | 3.848309 | 12.745118 | 0.0505 | 0.0482 | -0.0017 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.805378 | 32.306554 | 56.830744 | 58.316189 | 23.206246 | 27.394550 | 3.900899 | 6.574909 | 0.0512 | 0.0476 | -0.0007 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.988751 | 28.048717 | 51.544756 | 53.180240 | 23.343954 | 29.251144 | 3.626324 | 8.185858 | 0.0504 | 0.0484 | -0.0019 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.255454 | 26.538644 | 43.214739 | 44.276068 | 25.626140 | 31.749671 | 5.208610 | 10.327339 | 0.0485 | 0.0462 | -0.0022 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 80.462557 | 22.609961 | 24.187725 | 77.388724 | 80.462557 | 10.522783 | 12.446826 | 2.994679 | 3.154248 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 96.640766 | 23.889335 | 22.031721 | 96.640766 | 92.885392 | 24.640296 | 19.921351 | 11.638947 | 7.075204 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 75.542274 | 21.838370 | 23.291599 | 72.419023 | 75.542274 | 28.732666 | 35.120035 | 4.547325 | 5.513728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 85.087212 | 22.824711 | 20.953394 | 85.087212 | 81.479053 | 29.505395 | 23.110160 | 8.989394 | 7.285374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | inf | 314.962052 | 314.244191 | inf | inf | 50.882762 | 53.957079 | 473.890824 | 585.971830 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 80.211444 | 33.414634 | 32.959067 | 80.211444 | 78.043547 | 16.751502 | 20.280227 | 25.584887 | 24.682232 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 74.324980 | 8.351051 | 8.450165 | 72.185192 | 74.324980 | 21.185491 | 26.290308 | 27.521308 | 28.022264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 78.239548 | 17.116102 | 17.428052 | 75.176237 | 78.239548 | 29.448351 | 36.185909 | 12.867149 | 11.208502 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Power | 2.906832 | 1.202271 | 1.317630 | 2.772069 | 2.906832 | 0.128262 | -0.374002 | 0.415543 | -1.537012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 90.279768 | 23.391880 | 22.595970 | 90.279768 | 87.360184 | 31.666084 | 25.897707 | 1.877345 | 1.010610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 84.227094 | 24.667200 | 25.811247 | 81.210214 | 84.227094 | 27.060236 | 33.201910 | 2.632854 | 3.537990 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 78.081781 | 23.810611 | 23.628883 | 78.081781 | 75.555022 | 21.094805 | 16.296947 | 16.259862 | 17.857097 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 95.451099 | 17.359953 | 17.511928 | 91.884971 | 95.451099 | 21.406558 | 24.372307 | 14.476673 | 13.291950 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 127.382008 | 25.093113 | 23.219955 | 127.382008 | 122.684035 | 25.128719 | 39.259050 | 49.224803 | 85.227506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 29.665605 | 20.552820 | 21.614690 | 29.095190 | 29.665605 | 9.351728 | 10.908670 | 5.027864 | 6.038319 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | 24.025454 | 23.880898 | 24.025454 | 7.667795 | 8.165309 | 9.325565 | 10.137272 | 0.784527 | 2.610476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 103.086893 | 28.307067 | 29.477175 | 99.726219 | 103.086893 | 15.831440 | 17.869203 | 39.454482 | 38.350442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | inf | 297.064113 | 297.707821 | inf | inf | 11467.476505 | 11485.363772 | 6078.675761 | 6079.963590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 32.681450 | 24.056925 | 25.111969 | 32.243019 | 32.681450 | 17.705105 | 21.757899 | 0.198843 | 0.493558 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 33.504788 | 19.128477 | 18.350512 | 33.504788 | 32.338539 | 22.781101 | 19.552665 | 0.185693 | -0.253276 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 38.094468 | 18.183137 | 18.991401 | 36.624078 | 38.094468 | 22.028923 | 25.999171 | 0.979563 | 1.607991 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | 1.725525 | 1.725525 | 1.358165 | 0.495877 | 0.268170 | 0.138051 | -0.298553 | 0.416527 | 0.881297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 30.556700 | 24.417344 | 23.687891 | 30.556700 | 29.909020 | 23.785515 | 19.927741 | 0.380632 | 0.044639 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 24.537832 | 18.635047 | 18.201200 | 24.537832 | 23.774208 | 21.136277 | 18.254722 | 1.072685 | 0.668841 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 24.471601 | 18.508910 | 17.624145 | 24.471601 | 23.668764 | 16.436980 | 14.921201 | 6.334407 | 7.241602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 23.458472 | 18.400493 | 17.864797 | 23.458472 | 22.711238 | 17.171259 | 15.143703 | 2.621914 | 1.743646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | 1.241827 | 1.070790 | 1.241827 | 0.208830 | 0.298792 | -0.609048 | -0.036671 | 1.025180 | 0.198676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 30.604954 | 21.542922 | 22.347859 | 30.604954 | 30.045805 | 10.871039 | 10.727881 | 9.062179 | 8.263772 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 30.438277 | 17.762338 | 17.707434 | 30.438277 | 29.715517 | 21.039785 | 18.272118 | -0.100596 | -0.418589 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | 1.497506 | 1.497506 | 1.497506 | 1.384981 | 1.384981 | 0.646299 | 0.646299 | 0.130033 | 0.130033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 32.367973 | 16.559308 | 16.839227 | 31.497949 | 32.367973 | 2.121310 | 2.133603 | 0.345431 | 0.917893 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 61.845747 | 18.951348 | 19.107166 | 60.329105 | 61.845747 | 18.743006 | 21.516281 | 1.373984 | 1.988060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 15.937154 | 11.859476 | 11.954226 | 15.488443 | 15.937154 | 2.209464 | 2.495139 | 0.431530 | 0.690543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 15.181330 | 12.673498 | 12.738082 | 14.771458 | 15.181330 | 2.534311 | 2.731242 | 0.719136 | 1.131550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 15.386428 | 11.491693 | 11.465561 | 15.174114 | 15.386428 | 2.092053 | 2.611277 | 0.439435 | 0.612385 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 16.880382 | 14.541676 | 14.706978 | 16.551350 | 16.880382 | 2.328920 | 2.857257 | 0.618445 | 0.920697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 32.326758 | 19.049735 | 19.374280 | 32.326758 | 31.055876 | 22.357807 | 20.510748 | 1.423478 | 0.919727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 34.980245 | 19.388491 | 19.796469 | 34.980245 | 33.507700 | 20.283341 | 18.633308 | 3.302242 | 2.006168 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 18.684772 | 11.519017 | 11.609859 | 18.684772 | 18.293016 | 3.793421 | 2.920768 | 1.015782 | 0.738381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 34.749121 | 17.267258 | 17.233285 | 33.959309 | 34.749121 | 19.994708 | 22.106960 | 0.661534 | 1.058267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 70.726926 | 24.726926 | 24.482289 | 70.726926 | 69.242871 | 1.980215 | 1.096408 | 1.351342 | 0.920312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Temporal Variability | 184.611795 | 12.689541 | 12.950312 | 36.857490 | 35.640767 | 184.611795 | 168.193336 | 8.879279 | 7.836628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | 17.108926 | 17.108926 | 16.362110 | 16.127206 | 15.452235 | 5.586212 | 4.220369 | 0.816381 | 0.529322 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 14.805497 | 13.159199 | 13.963476 | 14.384888 | 14.805497 | 2.917993 | 6.317725 | -0.034877 | 0.336432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 32.667721 | 20.890908 | 21.226947 | 31.693112 | 32.667721 | 17.261444 | 20.268780 | 0.707663 | 1.502390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 42.138155 | 25.010904 | 25.171101 | 40.504547 | 42.138155 | 21.737260 | 25.305172 | 0.367791 | 0.790401 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 13.158939 | 12.345735 | 12.238353 | 13.158939 | 12.819880 | 4.111480 | 3.176826 | 0.410225 | 0.269680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 49.982495 | 28.643314 | 29.147562 | 48.602908 | 49.982495 | 40.872249 | 35.545758 | -0.085626 | 0.517893 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 44.277997 | 27.463970 | 24.927150 | 43.856518 | 44.277997 | 18.866090 | 30.899632 | 1.048628 | 1.231069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 45.500219 | 25.434045 | 21.658607 | 45.500219 | 43.469585 | 23.836245 | 11.158112 | 1.581346 | 0.792295 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | ee Shape | 1.511545 | 1.483583 | 1.511545 | 0.390785 | 0.339496 | -0.724517 | -0.763678 | 1.075247 | 0.177104 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 45.437133 | 32.523657 | 30.416543 | 45.437133 | 43.696246 | 15.866628 | 18.403332 | 14.807078 | 12.777606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 67.836977 | 31.456237 | 31.983129 | 65.885101 | 67.836977 | 24.844968 | 22.838134 | 7.031877 | 8.307272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 45.032112 | 31.483390 | 26.877636 | 45.032112 | 41.853209 | 9.353897 | 6.629186 | 1.767841 | 0.347806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 77.386185 | 30.583712 | 31.118427 | 75.433890 | 77.386185 | 34.097939 | 33.611240 | 1.998661 | 2.896697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 50.893810 | 24.679519 | 25.359607 | 49.385666 | 50.893810 | 23.543999 | 22.939827 | 1.451156 | 0.977609 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 61.629864 | 28.195667 | 29.146148 | 60.124026 | 61.629864 | 27.242224 | 27.307909 | 0.609411 | 1.080875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 79.484404 | 31.236287 | 29.007496 | 79.484404 | 77.320417 | 27.644078 | 27.341601 | 11.745423 | 3.396103 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 73.607640 | 25.822048 | 26.619379 | 71.857310 | 73.607640 | 24.334173 | 24.460894 | 3.670124 | 4.540367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 83.048010 | 30.952789 | 29.930087 | 83.048010 | 80.927027 | 31.772707 | 31.549273 | 3.502696 | 2.357597 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 72.297169 | 31.508034 | 32.468132 | 70.932037 | 72.297169 | 28.118627 | 28.657701 | 1.447290 | 2.235601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 70.308085 | 24.769621 | 25.697529 | 68.937828 | 70.308085 | 24.097519 | 25.118067 | 2.118681 | 2.920549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 72.140912 | 28.201370 | 27.499098 | 72.140912 | 70.510251 | 28.230285 | 27.170904 | 6.369213 | 5.528316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 51.449988 | 29.045505 | 29.748188 | 51.449988 | 49.995665 | 29.809183 | 24.784777 | 6.454470 | 4.240531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 56.261605 | 29.199170 | 27.979941 | 54.224035 | 56.261605 | 34.103850 | 44.547882 | 3.848309 | 12.745118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 58.316189 | 32.306554 | 33.805378 | 58.316189 | 56.830744 | 27.394550 | 23.206246 | 6.574909 | 3.900899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 53.180240 | 29.988751 | 28.048717 | 51.544756 | 53.180240 | 23.343954 | 29.251144 | 3.626324 | 8.185858 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116 | 7 | RF_maintenance | nn Power | 44.276068 | 28.255454 | 26.538644 | 43.214739 | 44.276068 | 25.626140 | 31.749671 | 5.208610 | 10.327339 |